{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# Find the top 'n' items in your org\n"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Administrators often find themselves having to search and list items in their organization that match certain criteria. They might need this information for different administrative or auditing purposes. An example of such is to find items modified within the last 'n' days and sort them by their popularity or number of views. This notebook will work through such a use case of finding the top `100` public **[ArcGIS Dashboard](https://www.esri.com/en-us/arcgis/products/arcgis-dashboards/overview)** items sorted by **number of views** and output the results into a CSV file that can be used for reporting or ingested into any other system.\n", "\n", "The configurations needed for this notebook are in the top few cells. While this exact use case may not be what you need, you can easily modify the configuration cells and adopt it to suit your reporting needs."]}, {"cell_type": "markdown", "metadata": {"toc": true}, "source": ["<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n", "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Import-arcgis-and-other-libraries\" data-toc-modified-id=\"Import-arcgis-and-other-libraries-1\">Import <code>arcgis</code> and other libraries</a></span></li><li><span><a href=\"#Set-up-search-parameters\" data-toc-modified-id=\"Set-up-search-parameters-2\">Set up search parameters</a></span></li><li><span><a href=\"#Search-for-ArcGIS-Dashboard-items\" data-toc-modified-id=\"Search-for-ArcGIS-Dashboard-items-3\">Search for ArcGIS Dashboard items</a></span></li><li><span><a href=\"#Compose-a-table-from-search-results\" data-toc-modified-id=\"Compose-a-table-from-search-results-4\">Compose a table from search results</a></span></li><li><span><a href=\"#Exploratory-analysis-on-the-top-'n'-items\" data-toc-modified-id=\"Exploratory-analysis-on-the-top-'n'-items-5\">Exploratory analysis on the top 'n' items</a></span><ul class=\"toc-item\"><li><span><a href=\"#Make-a-word-cloud-out-of-the-item-titles\" data-toc-modified-id=\"Make-a-word-cloud-out-of-the-item-titles-5.1\">Make a word cloud out of the item titles</a></span></li></ul></li><li><span><a href=\"#Write-the-table-to-a-CSV-in-your-'files'-location\" data-toc-modified-id=\"Write-the-table-to-a-CSV-in-your-'files'-location-6\">Write the table to a CSV in your 'files' location</a></span></li><li><span><a href=\"#Conclusion\" data-toc-modified-id=\"Conclusion-7\">Conclusion</a></span></li></ul></div>"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Import `arcgis` and other libraries"]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": ["from arcgis.gis import GIS\n", "from datetime import datetime, timedelta, timezone\n", "from dateutil import tz\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from matplotlib.dates import DateFormatter\n", "from IPython.display import display\n", "import os\n", "gis = GIS(\"home\")"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Set up search parameters"]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": ["# set up time zone for searching - 'PDT' in this example\n", "la_tz = tz.gettz('America/Los_Angeles')\n", "\n", "# set up a time filter - last 20 days in this example\n", "end_time = datetime.now(tz=la_tz)\n", "start_time = end_time - timedelta(days=20)\n", "\n", "# sort order\n", "search_sort_order = 'desc'\n", "\n", "# search outside org?\n", "search_outside_org = True\n", "\n", "# number of items to search for\n", "search_items_max = 100\n", "\n", "# search item type\n", "search_item_type = \"Dashboard\"\n", "\n", "# output location\n", "out_folder = '/arcgis/home/dashboard_counts'"]}, {"cell_type": "markdown", "metadata": {}, "source": ["ArcGIS stores the `created` and `modified` times for items as [Unix Epoch](https://en.wikipedia.org/wiki/Unix_time) millisecond timestamps in [UTC time zone](https://en.wikipedia.org/wiki/Coordinated_Universal_Time). The next cell will convert the start and end times to UTC timezone and then to Epoch. We multiply by 1000 to convert seconds to milliseconds."]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Time zone used: PDT\n", "start time: 2020-09-25 22:22:18.008928-07:00 | as epoch: 1601097738008.928\n", "end time: 2020-10-15 22:22:18.008928-07:00 | as epoch: 1602825738008.928\n"]}], "source": ["end_time_epoch = end_time.astimezone(tz.UTC).timestamp()*1000\n", "start_time_epoch = start_time.astimezone(tz.UTC).timestamp()*1000\n", "\n", "# print settings\n", "print(f'Time zone used: {end_time.tzname()}')\n", "print(f'start time: {start_time} | as epoch: {start_time_epoch}')\n", "print(f'end time: {end_time} | as epoch: {end_time_epoch}')"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Search for ArcGIS Dashboard items\n", "\n", "Next, we will construct a search query using the parameters defined above and query the org. To learn about the different parameters you can query for, [see the search reference](http://bitly.com/1fJ8q31). You can combine this reference with the properties of Items [found here](https://developers.arcgis.com/rest/users-groups-and-items/item.htm) to construct complex queries.\n", "\n", "Since our org does not have over 100 Dashboard items, for the purpose of illustration, we search across all of ArcGIS Online."]}, {"cell_type": "code", "execution_count": 4, "metadata": {"scrolled": true}, "outputs": [{"data": {"text/plain": ["100"]}, "execution_count": 4, "metadata": {}, "output_type": "execute_result"}], "source": ["query_string = f'modified: [{start_time_epoch} TO {end_time_epoch}]'\n", "\n", "# search 100 most popular ArcGIS Dashboard items across all of ArcGIS Online\n", "search_result = gis.content.search(query=query_string, item_type=search_item_type, \n", "                                   sort_field='numViews', sort_order=search_sort_order,\n", "                                   max_items=search_items_max, outside_org=search_outside_org)\n", "len(search_result)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Compose a table from search results\n", "Our next step is to compose a Pandas DataFrame object from the search result. For this, we will compose a list of dictionary objects from the search results and choose important item properties such as item ID, title, URL, created time, view counts etc."]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["CPU times: user 437 \u00b5s, sys: 118 \u00b5s, total: 555 \u00b5s\n", "Wall time: 559 \u00b5s\n"]}], "source": ["%%time\n", "result_list = []\n", "\n", "for current_item in search_result:\n", "    result_dict = {}\n", "    result_dict['item_id'] = current_item.id\n", "    result_dict['num_views'] = current_item.numViews\n", "    result_dict['title'] = current_item.title\n", "    \n", "    # process creation date\n", "    date_modified = datetime.fromtimestamp(current_item.modified/1000, tz=tz.UTC)\n", "    result_dict['date_modified'] = date_modified\n", "    \n", "    result_dict['url'] = current_item.homepage\n", "    \n", "    # append to list\n", "    result_list.append(result_dict)"]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": ["df = pd.DataFrame(data=result_list)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Print the table's top 5 and bottom 5 rows"]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>item_id</th>\n", "      <th>num_views</th>\n", "      <th>title</th>\n", "      <th>date_modified</th>\n", "      <th>url</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>bda7594740fd40299423467b48e9ecf6</td>\n", "      <td>1950923268</td>\n", "      <td>Coronavirus COVID-19 (2019-nCoV)</td>\n", "      <td>2020-10-08 20:56:35+00:00</td>\n", "      <td>https://www.arcgis.com/home/item.html?id=bda75...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>85320e2ea5424dfaaa75ae62e5c06e61</td>\n", "      <td>961689924</td>\n", "      <td>Dashboard Coronavirus COVID-19 (Mobile)</td>\n", "      <td>2020-10-08 20:56:24+00:00</td>\n", "      <td>https://www.arcgis.com/home/item.html?id=85320...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>32cb2526e3044fe8b5392ac4c9a466bc</td>\n", "      <td>109083112</td>\n", "      <td>Covid19 Lietuva stats LINE portal MOB</td>\n", "      <td>2020-10-09 08:07:48+00:00</td>\n", "      <td>https://www.arcgis.com/home/item.html?id=32cb2...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>e19b7292484a4c05bb2a74e1f00421ba</td>\n", "      <td>99927240</td>\n", "      <td>Covid-19 flat curve LT</td>\n", "      <td>2020-10-09 09:55:47+00:00</td>\n", "      <td>https://www.arcgis.com/home/item.html?id=e19b7...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>8d0de33f260d444c852a615dc7837c86</td>\n", "      <td>84417372</td>\n", "      <td>Florida COVID-19 Confirmed Cases</td>\n", "      <td>2020-10-02 15:55:07+00:00</td>\n", "      <td>https://www.arcgis.com/home/item.html?id=8d0de...</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["                            item_id   num_views  \\\n", "0  bda7594740fd40299423467b48e9ecf6  1950923268   \n", "1  85320e2ea5424dfaaa75ae62e5c06e61   961689924   \n", "2  32cb2526e3044fe8b5392ac4c9a466bc   109083112   \n", "3  e19b7292484a4c05bb2a74e1f00421ba    99927240   \n", "4  8d0de33f260d444c852a615dc7837c86    84417372   \n", "\n", "                                     title             date_modified  \\\n", "0         Coronavirus COVID-19 (2019-nCoV) 2020-10-08 20:56:35+00:00   \n", "1  Dashboard Coronavirus COVID-19 (Mobile) 2020-10-08 20:56:24+00:00   \n", "2    Covid19 Lietuva stats LINE portal MOB 2020-10-09 08:07:48+00:00   \n", "3                   Covid-19 flat curve LT 2020-10-09 09:55:47+00:00   \n", "4         Florida COVID-19 Confirmed Cases 2020-10-02 15:55:07+00:00   \n", "\n", "                                                 url  \n", "0  https://www.arcgis.com/home/item.html?id=bda75...  \n", "1  https://www.arcgis.com/home/item.html?id=85320...  \n", "2  https://www.arcgis.com/home/item.html?id=32cb2...  \n", "3  https://www.arcgis.com/home/item.html?id=e19b7...  \n", "4  https://www.arcgis.com/home/item.html?id=8d0de...  "]}, "execution_count": 7, "metadata": {}, "output_type": "execute_result"}], "source": ["df.head() # top 5"]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [{"data": {"text/html": ["<div>\n", "<style scoped>\n", "    .dataframe tbody tr th:only-of-type {\n", "        vertical-align: middle;\n", "    }\n", "\n", "    .dataframe tbody tr th {\n", "        vertical-align: top;\n", "    }\n", "\n", "    .dataframe thead th {\n", "        text-align: right;\n", "    }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", "  <thead>\n", "    <tr style=\"text-align: right;\">\n", "      <th></th>\n", "      <th>item_id</th>\n", "      <th>num_views</th>\n", "      <th>title</th>\n", "      <th>date_modified</th>\n", "      <th>url</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>95</th>\n", "      <td>31370c72d3844e6b962fcf8490718821</td>\n", "      <td>1458106</td>\n", "      <td>COVID Zip Code Dashboard</td>\n", "      <td>2020-10-07 16:42:49+00:00</td>\n", "      <td>https://www.arcgis.com/home/item.html?id=31370...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>96</th>\n", "      <td>21bec056a9a6449abcca89a329868fd6</td>\n", "      <td>1454170</td>\n", "      <td>Douglas County NE COVID-19 Dashboard (retired ...</td>\n", "      <td>2020-09-29 14:19:30+00:00</td>\n", "      <td>https://www.arcgis.com/home/item.html?id=21bec...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>97</th>\n", "      <td>ebb119cd215b4c57933b7fbe477e7c30</td>\n", "      <td>1421105</td>\n", "      <td>Tulsa County Public Health COVID-19 Cases</td>\n", "      <td>2020-10-15 20:49:48+00:00</td>\n", "      <td>https://www.arcgis.com/home/item.html?id=ebb11...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>98</th>\n", "      <td>f1d9acad6d0947ecaae1aee987f13339</td>\n", "      <td>1405731</td>\n", "      <td>SSI COVID - 19 Dashboard Dansk</td>\n", "      <td>2020-10-15 12:20:59+00:00</td>\n", "      <td>https://www.arcgis.com/home/item.html?id=f1d9a...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>99</th>\n", "      <td>dcf9e493894e49b1853737f1ca3f6c6f</td>\n", "      <td>1365022</td>\n", "      <td>SSI COVID - 19 Dashboard Dansk - Mobil</td>\n", "      <td>2020-10-15 13:04:53+00:00</td>\n", "      <td>https://www.arcgis.com/home/item.html?id=dcf9e...</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["                             item_id  num_views  \\\n", "95  31370c72d3844e6b962fcf8490718821    1458106   \n", "96  21bec056a9a6449abcca89a329868fd6    1454170   \n", "97  ebb119cd215b4c57933b7fbe477e7c30    1421105   \n", "98  f1d9acad6d0947ecaae1aee987f13339    1405731   \n", "99  dcf9e493894e49b1853737f1ca3f6c6f    1365022   \n", "\n", "                                                title  \\\n", "95                           COVID Zip Code Dashboard   \n", "96  Douglas County NE COVID-19 Dashboard (retired ...   \n", "97          Tulsa County Public Health COVID-19 Cases   \n", "98                     SSI COVID - 19 Dashboard Dansk   \n", "99             SSI COVID - 19 Dashboard Dansk - Mobil   \n", "\n", "               date_modified  \\\n", "95 2020-10-07 16:42:49+00:00   \n", "96 2020-09-29 14:19:30+00:00   \n", "97 2020-10-15 20:49:48+00:00   \n", "98 2020-10-15 12:20:59+00:00   \n", "99 2020-10-15 13:04:53+00:00   \n", "\n", "                                                  url  \n", "95  https://www.arcgis.com/home/item.html?id=31370...  \n", "96  https://www.arcgis.com/home/item.html?id=21bec...  \n", "97  https://www.arcgis.com/home/item.html?id=ebb11...  \n", "98  https://www.arcgis.com/home/item.html?id=f1d9a...  \n", "99  https://www.arcgis.com/home/item.html?id=dcf9e...  "]}, "execution_count": 8, "metadata": {}, "output_type": "execute_result"}], "source": ["df.tail() # bottom 5"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Exploratory analysis on the top 'n' items"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Now that we can collected our data, let us explore it. First we create a histogram of the number of views to look at the distribution."]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 720x432 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["fig, ax = plt.subplots(figsize=(10,6))\n", "(df['num_views']/1000000).hist(bins=50)\n", "ax.set_title(f'Histogram of view counts of top {search_items_max} ArcGIS {search_item_type} items')\n", "ax.set_xlabel('Number of views in millions');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Most items in the top `100` list have less than one million views. We have a few outliers that have over a billion and one that is nearing a trillion views. We can find what those items are, simply by displaying the top few Item objects."]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [{"data": {"text/html": ["<div class=\"item_container\" style=\"height: auto; overflow: hidden; border: 1px solid #cfcfcf; border-radius: 2px; background: #f6fafa; line-height: 1.21429em; padding: 10px;\">\n", "                    <div class=\"item_left\" style=\"width: 210px; float: left;\">\n", "                       <a href='https://www.arcgis.com/home/item.html?id=bda7594740fd40299423467b48e9ecf6' target='_blank'>\n", "                        <img src='' width='200' height='133' class=\"itemThumbnail\">\n", "                       </a>\n", "                    </div>\n", "\n", "                    <div class=\"item_right\"     style=\"float: none; width: auto; overflow: hidden;\">\n", "                        <a href='https://www.arcgis.com/home/item.html?id=bda7594740fd40299423467b48e9ecf6' target='_blank'><b>Coronavirus COVID-19 (2019-nCoV)</b>\n", "                        </a>\n", "                        <br/>This ArcGIS Dashboard created by the CSSE Team at Johns Hopkins contains the most up-to-date coronavirus COVID-19 (2019-nCoV) cases and latest trend plot.<img src='https://www.arcgis.com/home/js/jsapi/esri/css/images/item_type_icons/layers16.png' style=\"vertical-align:middle;\">Dashboard by CSSE_GISandData\n", "                        <br/>Last Modified: October 08, 2020\n", "                        <br/>0 comments, 1,950,923,268 views\n", "                    </div>\n", "                </div>\n", "                "], "text/plain": ["<Item title:\"Coronavirus COVID-19 (2019-nCoV)\" type:Dashboard owner:CSSE_GISandData>"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/html": ["<div class=\"item_container\" style=\"height: auto; overflow: hidden; border: 1px solid #cfcfcf; border-radius: 2px; background: #f6fafa; line-height: 1.21429em; padding: 10px;\">\n", "                    <div class=\"item_left\" style=\"width: 210px; float: left;\">\n", "                       <a href='https://www.arcgis.com/home/item.html?id=85320e2ea5424dfaaa75ae62e5c06e61' target='_blank'>\n", "                        <img src='' width='200' height='133' class=\"itemThumbnail\">\n", "                       </a>\n", "                    </div>\n", "\n", "                    <div class=\"item_right\"     style=\"float: none; width: auto; overflow: hidden;\">\n", "                        <a href='https://www.arcgis.com/home/item.html?id=85320e2ea5424dfaaa75ae62e5c06e61' target='_blank'><b>Dashboard Coronavirus COVID-19 (Mobile)</b>\n", "                        </a>\n", "                        <br/>This ArcGIS Dashboard created by the CSSE Team at Johns Hopkins contains the most up-to-date coronavirus COVID-19 (2019-nCoV) cases and latest trend plot.<img src='https://www.arcgis.com/home/js/jsapi/esri/css/images/item_type_icons/layers16.png' style=\"vertical-align:middle;\">Dashboard by CSSE_GISandData\n", "                        <br/>Last Modified: October 08, 2020\n", "                        <br/>0 comments, 961,689,924 views\n", "                    </div>\n", "                </div>\n", "                "], "text/plain": ["<Item title:\"Dashboard Coronavirus COVID-19 (Mobile)\" type:Dashboard owner:CSSE_GISandData>"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/html": ["<div class=\"item_container\" style=\"height: auto; overflow: hidden; border: 1px solid #cfcfcf; border-radius: 2px; background: #f6fafa; line-height: 1.21429em; padding: 10px;\">\n", "                    <div class=\"item_left\" style=\"width: 210px; float: left;\">\n", "                       <a href='https://www.arcgis.com/home/item.html?id=32cb2526e3044fe8b5392ac4c9a466bc' target='_blank'>\n", "                        <img src='' width='200' height='133' class=\"itemThumbnail\">\n", "                       </a>\n", "                    </div>\n", "\n", "                    <div class=\"item_right\"     style=\"float: none; width: auto; overflow: hidden;\">\n", "                        <a href='https://www.arcgis.com/home/item.html?id=32cb2526e3044fe8b5392ac4c9a466bc' target='_blank'><b>Covid19 Lietuva stats LINE portal MOB</b>\n", "                        </a>\n", "                        <br/><img src='https://www.arcgis.com/home/js/jsapi/esri/css/images/item_type_icons/layers16.png' style=\"vertical-align:middle;\">Dashboard by 15min.lt\n", "                        <br/>Last Modified: October 09, 2020\n", "                        <br/>0 comments, 109,083,112 views\n", "                    </div>\n", "                </div>\n", "                "], "text/plain": ["<Item title:\"Covid19 Lietuva stats LINE portal MOB\" type:Dashboard owner:15min.lt>"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/html": ["<div class=\"item_container\" style=\"height: auto; overflow: hidden; border: 1px solid #cfcfcf; border-radius: 2px; background: #f6fafa; line-height: 1.21429em; padding: 10px;\">\n", "                    <div class=\"item_left\" style=\"width: 210px; float: left;\">\n", "                       <a href='https://www.arcgis.com/home/item.html?id=e19b7292484a4c05bb2a74e1f00421ba' target='_blank'>\n", "                        <img src='' width='200' height='133' class=\"itemThumbnail\">\n", "                       </a>\n", "                    </div>\n", "\n", "                    <div class=\"item_right\"     style=\"float: none; width: auto; overflow: hidden;\">\n", "                        <a href='https://www.arcgis.com/home/item.html?id=e19b7292484a4c05bb2a74e1f00421ba' target='_blank'><b>Covid-19 flat curve LT</b>\n", "                        </a>\n", "                        <br/><img src='https://www.arcgis.com/home/js/jsapi/esri/css/images/item_type_icons/layers16.png' style=\"vertical-align:middle;\">Dashboard by 15min.lt\n", "                        <br/>Last Modified: October 09, 2020\n", "                        <br/>0 comments, 99,927,240 views\n", "                    </div>\n", "                </div>\n", "                "], "text/plain": ["<Item title:\"Covid-19 flat curve LT\" type:Dashboard owner:15min.lt>"]}, "metadata": {}, "output_type": "display_data"}], "source": ["for current_item in search_result[:4]:\n", "    display(current_item)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Next, let us visualize the last modified date as a histogram. The `date_modified` column is read as a `DateTime` object with minute and second level data. We will resample this column and aggregate on a per day basis. The cell below uses `Pandas` `resample()` method for the same."]}, {"cell_type": "code", "execution_count": 11, "metadata": {"scrolled": false}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 1080x432 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["df2 = df.resample(rule='1D', on='date_modified')  # resample to daily intervals\n", "last_modified_counts = df2['item_id'].count()\n", "\n", "# simplify date formatting\n", "last_modified_counts.index = last_modified_counts.index.strftime('%m-%d')\n", "\n", "# plot last modified dates as a histogram\n", "fig, ax = plt.subplots(figsize=(15,6))\n", "last_modified_counts.plot(kind='bar', ax=ax)\n", "ax.set(xlabel = 'Dates',\n", "      title='Number of items modified in the last 20 days')\n", "plt.xticks(rotation='horizontal');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### Make a word cloud out of the item titles\n", "\n", "To make a word cloud, we use a library called `wordcloud`. As of this notebook, this library is not part of the default set of libraries available in the ArcGIS Notebook environment. However, you can easily install it as shown below:"]}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Collecting wordcloud\n", "  Downloading wordcloud-1.8.0-cp36-cp36m-manylinux1_x86_64.whl (365 kB)\n", "\u001b[K     |\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588| 365 kB 3.9 MB/s eta 0:00:01\n", "\u001b[?25hRequirement already satisfied: matplotlib in /opt/conda/lib/python3.6/site-packages (from wordcloud) (3.1.3)\n", "Requirement already satisfied: numpy>=1.6.1 in /opt/conda/lib/python3.6/site-packages (from wordcloud) (1.18.1)\n", "Requirement already satisfied: pillow in /opt/conda/lib/python3.6/site-packages (from wordcloud) (6.2.2)\n", "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.6/site-packages (from matplotlib->wordcloud) (0.10.0)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.6/site-packages (from matplotlib->wordcloud) (1.2.0)\n", "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /opt/conda/lib/python3.6/site-packages (from matplotlib->wordcloud) (2.4.7)\n", "Requirement already satisfied: python-dateutil>=2.1 in /opt/conda/lib/python3.6/site-packages (from matplotlib->wordcloud) (2.8.1)\n", "Requirement already satisfied: six in /opt/conda/lib/python3.6/site-packages (from cycler>=0.10->matplotlib->wordcloud) (1.15.0)\n", "Installing collected packages: wordcloud\n", "Successfully installed wordcloud-1.8.0\n"]}], "source": ["!pip install wordcloud"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Next we collect title strings from all the items and join them into a long paragraph."]}, {"cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["CPU times: user 0 ns, sys: 4.08 ms, total: 4.08 ms\n", "Wall time: 2.13 ms\n"]}, {"data": {"text/plain": ["'Coronavirus COVID-19 (2019-nCoV). Dashboard Coronavirus COVID-19 (Mobile). Covid19 Lietuva stats LINE portal MOB. Covid-19 flat curve LT. Florida COVID-19 Confirmed Cases. Covid19 Lietuva stats LINE portal. COVID-19 panel. COVID-19 ITALIA - Desktop. RKI COVID-19 Germany Mobil. RKI COVID-19 Germany LK. RKI COVID-19 Germany BL. JHU Centers for Civic Impact US COVID-19 Dashboard by County. COVID-19 ITALIA - Mobile. JHU Centers for Civic Impact US COVID-19 Dashboard by County   (Mobile). Synth\u00e8se Patients Covid19 en France - LCI Vertical. MD COVID-19 Data Dashboard. MD COVID-19 Data Dashboard (Mobile). COVID-19 In Texas (Dashboard). Cases and Trends. mobile - \u90fd\u9053\u5e9c\u770c\u5225\u65b0\u578b\u30b3\u30ed\u30ca\u30a6\u30a4\u30eb\u30b9\u611f\u67d3\u8005\u6570\u30de\u30c3\u30d7 Coronavirus COVID-19 Japan Case (2019-nCoV) . \u90fd\u9053\u5e9c\u770c\u5225\u65b0\u578b\u30b3\u30ed\u30ca\u30a6\u30a4\u30eb\u30b9\u611f\u67d3\u8005\u6570\u30de\u30c3\u30d7 Coronavirus COVID-19 Japan Case (2019-nCoV)\u3010INFRAME\u3011. State of Minnesota Gender Dashboard Percentage MDH. State of Minnesota Age Dashboard Percentage MDH. State of Minnesota Race Dashboard Percentage MDH. State of Minnesota Exposure Dashboard Percentage MDH. Alabama COVID-19 Data and Surveillance Dashboard. Covid-19 Cases by Zip Code  - Mobile. Synth\u00e8se Patients Covid-19 en France - Desktop. State of Minnesota Ethnicity Dashboard Percentage MDH. Casos Coronavirus en Uruguay (Web). Casos Coronavirus en Uruguay (Movil). COVID-19 Latvij\u0101. FOHM Covid-19 (mobil). Evolu\u00e7\u00e3o do Covid-19 em Portugal - Mobile. PR COVID-19 Desktop App. FOHM Covid-19 (desktop). \u05d4\u05ea\u05e4\u05e9\u05d8\u05d5\u05ea \u05e0\u05d2\u05d9\u05e3 \u05d4\u05e7\u05d5\u05e8\u05d5\u05e0\u05d4. COVID-19 Alg\u00e9rie- Evolution de la situation_version mobile. COVID-19 -Alg\u00e9rie- Evolution de la situation. COVID19 PY (mobile). Covid19 Lietuva STATS. Riverside County COVID19 Cases per Census Designated Place (CDP). COVID-19 Surveillance Dashboard (Myanmar) Mobile View. Covid-19 Cases by Zip Code. Manitoba COVID-19 - Daily Statistics Chart. COVID-19 Dashboard - Harris County Public Health and Houston Health Department. \u05d4\u05ea\u05e4\u05e9\u05d8\u05d5\u05ea \u05e0\u05d2\u05d9\u05e3 \u05d4\u05e7\u05d5\u05e8\u05d5\u05e0\u05d4 Mobile Ynet Bright. Covid-19 testai LT. COVID-19 In Texas (Dashboard) Mobile Optimized. COVID-19. PROD_CASES BY COUNTY. Suivi du Covid-19 au S\u00e9n\u00e9gal en temps r\u00e9\u00e9l. Austin Travis COVID-19 Public Impact Dashboard (Mobile). COVID19 PY. British Columbia COVID-19 Dashboard - Mobile. COVID-19 IN ALABAMA. Covid-19 Tilannekuva RELEASE 2.0 (MOBIILI). Austin Travis County COVID-19 Public Dashboard. Coronavirus (COVID-19) Guatemala. British Columbia COVID-19 Dashboard - Desktop. Novel Coronavirus (2019-nCoV) Surveillance in Myanmar. COVID-19 Canarias. Ghana Health Service COVID-19 Dashboard (Mobile Version). Dashboard InaCOVID-19 (desktop). Coronavirus in Nederland (desktop weergave). Covid-19 Tilannekuva RELEASE 2.0 (DESKTOP). Dashboard InaCOVID-19 (mobile). Louisiana COVID-19 Information - Mobile (relayout). Tirol_MOBIL_Dashboard BEZIRKE. COVID19 Malta Mobile. Koronavirus (COVID-19) - Slovenija. Koronavirus Hrvatska (mobile). COVID-19 Erie County, New York. CoSA/Bexar County COVID-19 Dashboard. State of Oregon Fires and Hotspots Dashboard Mobile. COVID-19 Dashboard - Harris County Public Health and Houston Health Department (mobile version).  \u05d4\u05ea\u05e4\u05e9\u05d8\u05d5\u05ea \u05e0\u05d2\u05d9\u05e3 \u05d4\u05e7\u05d5\u05e8\u05d5\u05e0\u05d4 \u05de\u05e4\u05d4 \u05d1\u05dc\u05d1\u05d3. COVID-19 PC Surveillance Dashboard. Coronavirus l Dresden. COVID-19 in Texas - Texas Tests and Hospitals (Dashboard). Plaza Publica WEB. COVID-19 Dashboard (Mobile Public). Plaza Publica Movil. Public MOH Dashboard Arabic.  Ausbreitung des Coronavirus im Kreis Paderborn. COVID-19 CV PC v6 SDE. Coronafaelle2020_KreisGT. Lancaster County NE COVID-19 Dashboard. COVID-19 Canarias (m\u00f3vil). COVID-19. DuPage County COVID-19 - Municipal Level (Public Version). FOHM Covid-19 (tablet). COVID-19 mapy light. COVID-19 CV MV v6 SDE. Manitoba COVID-19 Dashboard (URL filter). COVID Zip Code Dashboard. Douglas County NE COVID-19 Dashboard (retired 20200929). Tulsa County Public Health COVID-19 Cases. SSI COVID - 19 Dashboard Dansk. SSI COVID - 19 Dashboard Dansk - Mobil'"]}, "execution_count": 13, "metadata": {}, "output_type": "execute_result"}], "source": ["%%time\n", "title_series = df['title'].dropna()\n", "title_list = list(title_series)\n", "title_paragraph = '. '.join(title_list)\n", "title_paragraph"]}, {"cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": ["from wordcloud import WordCloud\n", "wc = WordCloud(width=1000, height=600, background_color='white')"]}, {"cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 1440x720 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["wc_img = wc.generate_from_text(title_paragraph)\n", "\n", "plt.figure(figsize=(20,10))\n", "plt.imshow(wc_img, interpolation=\"bilinear\")\n", "plt.axis('off')\n", "plt.title('What are the top 100 ArcGIS Dashboard items about?');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Not surprisingly, most items are about the Novel Coronavirus. The word 'Dashboard' also appears pretty frequently enough."]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Write the table to a CSV in your 'files' location\n", "We create a folder defined earlier in the configuration section of this notebook to store a `CSV` file containing the items table."]}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Using existing output folder at: /arcgis/home/dashboard_counts\n"]}], "source": ["# create a folder for these files if it does not exist\n", "\n", "if not os.path.exists(out_folder):\n", "    os.makedirs(out_folder)\n", "    print(f'Created output folder at: {out_folder}')\n", "else:\n", "    print(f'Using existing output folder at: {out_folder}')"]}, {"cell_type": "code", "execution_count": 18, "metadata": {"scrolled": true}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Output csv created at : /arcgis/home/dashboard_counts/top_dash_items_09-25-20_to_10-15-20\n"]}], "source": ["# append timestamp to filename to make it unique\n", "output_filename = f\"top_dash_items_{start_time.strftime('%m-%d-%y')}_to_{end_time.strftime('%m-%d-%y')}\"\n", "\n", "# write table to csv\n", "df.to_csv(os.path.join(out_folder, output_filename))\n", "print('Output csv created at : ' + os.path.join(out_folder, output_filename))"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Conclusion"]}, {"cell_type": "markdown", "metadata": {}, "source": ["This notebook demonstrated how to use the ArcGIS API for Python library to construct a search query and search for items in your org (or outside it). The notebook also demonstrated how to work with timezones, `datetime` objects and how to explore the meta data of the items collected. The notebook concludes by writing the table as a CSV on disk. If this kind of workflow needs to be repeated at set intervals, you can easily do so by [scheduling your notebook](https://enterprise.arcgis.com/en/notebook/latest/administer/windows/automate-notebook-execution.htm) to run at set intervals."]}], "metadata": {"esriNotebookRuntime": {"notebookRuntimeName": "ArcGIS Notebook Python 3 Standard", "notebookRuntimeVersion": "4.0"}, "kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2"}, "toc": {"base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": false, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": false}}, "nbformat": 4, "nbformat_minor": 2}